YData Profiling Report

Dataset statistics

Number of variables	16
Number of observations	95646
Missing cells	75092
Missing cells (%)	4.9%
Duplicate rows	0
Duplicate rows (%)	0.0%
Total size in memory	5.9 MiB
Average record size in memory	65.0 B

Variable types

Numeric	12
Categorical	1
DateTime	2
Boolean	1

Alerts

`assignment_id` is highly overall correlated with `id`	High correlation
`avg_score` is highly overall correlated with `organised` and 5 other fields	High correlation
`id` is highly overall correlated with `assignment_id`	High correlation
`listing_id` is highly overall correlated with `owner_user_id`	High correlation
`organised` is highly overall correlated with `avg_score` and 4 other fields	High correlation
`overall_score` is highly overall correlated with `avg_score` and 5 other fields	High correlation
`owner_user_id` is highly overall correlated with `listing_id`	High correlation
`pet_care` is highly overall correlated with `avg_score` and 1 other fields	High correlation
`profile_id` is highly overall correlated with `sitter_user_id`	High correlation
`reliable` is highly overall correlated with `avg_score` and 4 other fields	High correlation
`self_sufficient` is highly overall correlated with `avg_score` and 4 other fields	High correlation
`sitter_user_id` is highly overall correlated with `profile_id`	High correlation
`tidy` is highly overall correlated with `avg_score` and 4 other fields	High correlation
`overall_score` is highly imbalanced (93.2%)	Imbalance
`reply_ts` has 74809 (78.2%) missing values	Missing
`assignment_id` has unique values	Unique
`id` has unique values	Unique
`pet_care` has 2583 (2.7%) zeros	Zeros

Reproduction

Analysis started	2025-03-20 21:21:49.648327
Analysis finished	2025-03-20 21:22:12.843702
Duration	23.2 seconds
Software version	ydata-profiling vv4.14.0
Download configuration	config.json

assignment_id
Real number (ℝ)

High correlation Unique

Distinct	95646
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	604397.53

Minimum	498387
Maximum	707534
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.7 KiB

Quantile statistics

Minimum	498387
5-th percentile	508131.5
Q1	551217.25
median	606784
Q3	657282.75
95-th percentile	697575.75
Maximum	707534
Range	209147
Interquartile range (IQR)	106065.5

Descriptive statistics

Standard deviation	60881.941
Coefficient of variation (CV)	0.10073162
Kurtosis	-1.2095181
Mean	604397.53
Median Absolute Deviation (MAD)	52811.5
Skewness	-0.057637321
Sum	5.7808206 × 10¹⁰
Variance	3.7066107 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
498711	1	< 0.1%
628171	1	< 0.1%
583566	1	< 0.1%
647879	1	< 0.1%
637583	1	< 0.1%
642505	1	< 0.1%
615066	1	< 0.1%
621289	1	< 0.1%
551236	1	< 0.1%
621303	1	< 0.1%
Other values (95636)	95636	> 99.9%

Value	Count	Frequency (%)
498387	1	< 0.1%
498388	1	< 0.1%
498391	1	< 0.1%
498392	1	< 0.1%
498393	1	< 0.1%
498395	1	< 0.1%
498396	1	< 0.1%
498398	1	< 0.1%
498404	1	< 0.1%
498408	1	< 0.1%

Value	Count	Frequency (%)
707534	1	< 0.1%
707531	1	< 0.1%
707530	1	< 0.1%
707529	1	< 0.1%
707524	1	< 0.1%
707523	1	< 0.1%
707519	1	< 0.1%
707518	1	< 0.1%
707517	1	< 0.1%
707516	1	< 0.1%

avg_score
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8944127

Minimum	0
Maximum	5
Zeros	207
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	93.5 KiB

Quantile statistics

Minimum	0
5-th percentile	4
Q1	5
median	5
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.45984305
Coefficient of variation (CV)	0.093952652
Kurtosis	52.144203
Mean	4.8944127
Median Absolute Deviation (MAD)	0
Skewness	-6.5017339
Sum	468131
Variance	0.21145563
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	88485	92.5%
4	5861	6.1%
3	475	0.5%
1	399	0.4%
2	219	0.2%
0	207	0.2%

Value	Count	Frequency (%)
0	207	0.2%
1	399	0.4%
2	219	0.2%
3	475	0.5%
4	5861	6.1%
5	88485	92.5%

Value	Count	Frequency (%)
5	88485	92.5%
4	5861	6.1%
3	475	0.5%
2	219	0.2%
1	399	0.4%
0	207	0.2%

id
Real number (ℝ)

High correlation Unique

Distinct	95646
Distinct (%)	100.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	237203.72

Minimum	178299
Maximum	527859
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.7 KiB

Quantile statistics

Minimum	178299
5-th percentile	188657.5
Q1	209777.25
median	234603.5
Q3	258981.75
95-th percentile	295240.25
Maximum	527859
Range	349560
Interquartile range (IQR)	49204.5

Descriptive statistics

Standard deviation	35665.652
Coefficient of variation (CV)	0.15035874
Kurtosis	2.4660334
Mean	237203.72
Median Absolute Deviation (MAD)	24598.5
Skewness	1.0627007
Sum	2.2687587 × 10¹⁰
Variance	1.2720388 × 10⁹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
178794	1	< 0.1%
235798	1	< 0.1%
235826	1	< 0.1%
235820	1	< 0.1%
235814	1	< 0.1%
235809	1	< 0.1%
235808	1	< 0.1%
235805	1	< 0.1%
235803	1	< 0.1%
235800	1	< 0.1%
Other values (95636)	95636	> 99.9%

Value	Count	Frequency (%)
178299	1	< 0.1%
178576	1	< 0.1%
178794	1	< 0.1%
178849	1	< 0.1%
178858	1	< 0.1%
178898	1	< 0.1%
178930	1	< 0.1%
179204	1	< 0.1%
179220	1	< 0.1%
179288	1	< 0.1%

Value	Count	Frequency (%)
527859	1	< 0.1%
500329	1	< 0.1%
497644	1	< 0.1%
497297	1	< 0.1%
478418	1	< 0.1%
452735	1	< 0.1%
451749	1	< 0.1%
443666	1	< 0.1%
438161	1	< 0.1%
436327	1	< 0.1%

listing_id
Real number (ℝ)

High correlation

Distinct	45944
Distinct (%)	48.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	623778.72

Minimum	201
Maximum	1180911
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.7 KiB

Quantile statistics

Minimum	201
5-th percentile	108449.5
Q1	420451.25
median	640114.5
Q3	835634
95-th percentile	1086076
Maximum	1180911
Range	1180710
Interquartile range (IQR)	415182.75

Descriptive statistics

Standard deviation	288005.31
Coefficient of variation (CV)	0.46171069
Kurtosis	-0.69733491
Mean	623778.72
Median Absolute Deviation (MAD)	207708.5
Skewness	-0.20268702
Sum	5.9661939 × 10¹⁰
Variance	8.2947056 × 10¹⁰
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
511781	44	< 0.1%
358546	30	< 0.1%
359941	28	< 0.1%
266890	28	< 0.1%
388227	24	< 0.1%
554743	19	< 0.1%
571459	19	< 0.1%
698758	18	< 0.1%
675061	17	< 0.1%
188790	17	< 0.1%
Other values (45934)	95402	99.7%

Value	Count	Frequency (%)
201	2	< 0.1%
439	1	< 0.1%
776	4	< 0.1%
939	1	< 0.1%
1033	3	< 0.1%
1041	3	< 0.1%
1052	1	< 0.1%
1310	1	< 0.1%
1338	2	< 0.1%
1387	2	< 0.1%

Value	Count	Frequency (%)
1180911	1	< 0.1%
1180818	2	< 0.1%
1180813	1	< 0.1%
1180765	1	< 0.1%
1180669	1	< 0.1%
1180602	1	< 0.1%
1180465	1	< 0.1%
1180386	1	< 0.1%
1180282	1	< 0.1%
1180228	2	< 0.1%

organised
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9488008

Minimum	0
Maximum	5
Zeros	213
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	373.7 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	5
median	5
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.39238767
Coefficient of variation (CV)	0.079289446
Kurtosis	98.894758
Mean	4.9488008
Median Absolute Deviation (MAD)	0
Skewness	-9.5229302
Sum	473333
Variance	0.15396808
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	93302	97.5%
4	1284	1.3%
1	355	0.4%
3	348	0.4%
0	213	0.2%
2	144	0.2%

Value	Count	Frequency (%)
0	213	0.2%
1	355	0.4%
2	144	0.2%
3	348	0.4%
4	1284	1.3%
5	93302	97.5%

Value	Count	Frequency (%)
5	93302	97.5%
4	1284	1.3%
3	348	0.4%
2	144	0.2%
1	355	0.4%
0	213	0.2%

overall_score
Categorical

High correlation Imbalance

Distinct	5
Distinct (%)	< 0.1%
Missing	283
Missing (%)	0.3%
Memory size	747.4 KiB

5.0	93691
4.0	849
3.0	314
1.0	304
2.0	205

Length

Max length	3
Median length	3
Mean length	3
Min length	3

Characters and Unicode

Total characters	286089
Distinct characters	7
Distinct categories	1 ?
Distinct scripts	1 ?
Distinct blocks	1 ?

The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.

Unique

Unique	0 ?
Unique (%)	0.0%

Sample

1st row	5.0
2nd row	5.0
3rd row	5.0
4th row	5.0
5th row	5.0

Common Values

Value	Count	Frequency (%)
5.0	93691	98.0%
4.0	849	0.9%
3.0	314	0.3%
1.0	304	0.3%
2.0	205	0.2%
(Missing)	283	0.3%

Length

Histogram of lengths of the category

Common Values (Plot)

Value	Count	Frequency (%)
5.0	93691	98.2%
4.0	849	0.9%
3.0	314	0.3%
1.0	304	0.3%
2.0	205	0.2%

Most occurring characters

Value	Count	Frequency (%)
.	95363	33.3%
0	95363	33.3%
5	93691	32.7%
4	849	0.3%
3	314	0.1%
1	304	0.1%
2	205	0.1%

Most occurring categories

Value	Count	Frequency (%)
(unknown)	286089	100.0%

Most frequent character per category

(unknown)

Value	Count	Frequency (%)
.	95363	33.3%
0	95363	33.3%
5	93691	32.7%
4	849	0.3%
3	314	0.1%
1	304	0.1%
2	205	0.1%

Most occurring scripts

Value	Count	Frequency (%)
(unknown)	286089	100.0%

Most frequent character per script

(unknown)

Value	Count	Frequency (%)
.	95363	33.3%
0	95363	33.3%
5	93691	32.7%
4	849	0.3%
3	314	0.1%
1	304	0.1%
2	205	0.1%

Most occurring blocks

Value	Count	Frequency (%)
(unknown)	286089	100.0%

Most frequent character per block

(unknown)

Value	Count	Frequency (%)
.	95363	33.3%
0	95363	33.3%
5	93691	32.7%
4	849	0.3%
3	314	0.1%
1	304	0.1%
2	205	0.1%

owner_user_id
Real number (ℝ)

High correlation

Distinct	45943
Distinct (%)	48.0%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2738604

Minimum	308
Maximum	5251116
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.7 KiB

Quantile statistics

Minimum	308
5-th percentile	276045.75
Q1	1660317
median	3028771
Q3	3706753.8
95-th percentile	4750556.5
Maximum	5251116
Range	5250808
Interquartile range (IQR)	2046436.8

Descriptive statistics

Standard deviation	1363127.7
Coefficient of variation (CV)	0.49774547
Kurtosis	-0.83343424
Mean	2738604
Median Absolute Deviation (MAD)	913394.5
Skewness	-0.39548139
Sum	2.6193652 × 10¹¹
Variance	1.8581172 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
2547340	44	< 0.1%
1410478	30	< 0.1%
1419165	28	< 0.1%
947672	28	< 0.1%
1583695	24	< 0.1%
1024226	19	< 0.1%
2759380	19	< 0.1%
3316721	18	< 0.1%
2649559	17	< 0.1%
3221912	17	< 0.1%
Other values (45933)	95402	99.7%

Value	Count	Frequency (%)
308	2	< 0.1%
685	2	< 0.1%
715	1	< 0.1%
768	11	< 0.1%
777	1	< 0.1%
1276	4	< 0.1%
1549	1	< 0.1%
1688	3	< 0.1%
1704	3	< 0.1%
1723	1	< 0.1%

Value	Count	Frequency (%)
5251116	1	< 0.1%
5250567	2	< 0.1%
5250548	1	< 0.1%
5250323	1	< 0.1%
5249861	1	< 0.1%
5249588	1	< 0.1%
5248805	1	< 0.1%
5248433	1	< 0.1%
5247912	1	< 0.1%
5247049	1	< 0.1%

pet_care
Real number (ℝ)

High correlation Zeros

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.8305522

Minimum	0
Maximum	5
Zeros	2583
Zeros (%)	2.7%
Negative	0
Negative (%)	0.0%
Memory size	93.5 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	5
median	5
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.86160157
Coefficient of variation (CV)	0.17836502
Kurtosis	25.464264
Mean	4.8305522
Median Absolute Deviation (MAD)	0
Skewness	-5.1851715
Sum	462023
Variance	0.74235726
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	91430	95.6%
0	2583	2.7%
4	880	0.9%
1	376	0.4%
3	223	0.2%
2	154	0.2%

Value	Count	Frequency (%)
0	2583	2.7%
1	376	0.4%
2	154	0.2%
3	223	0.2%
4	880	0.9%
5	91430	95.6%

Value	Count	Frequency (%)
5	91430	95.6%
4	880	0.9%
3	223	0.2%
2	154	0.2%
1	376	0.4%
0	2583	2.7%

profile_id
Real number (ℝ)

High correlation

Distinct	32188
Distinct (%)	33.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	1544276.4

Minimum	64
Maximum	4220986
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	747.4 KiB

Quantile statistics

Minimum	64
5-th percentile	85124
Q1	911542
median	1769929
Q3	2141454.5
95-th percentile	2668574
Maximum	4220986
Range	4220922
Interquartile range (IQR)	1229912.5

Descriptive statistics

Standard deviation	796975.49
Coefficient of variation (CV)	0.51608344
Kurtosis	-0.90926425
Mean	1544276.4
Median Absolute Deviation (MAD)	532610.5
Skewness	-0.42104558
Sum	1.4770386 × 10¹¹
Variance	6.3516993 × 10¹¹
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
202498	40	< 0.1%
1904532	37	< 0.1%
669325	34	< 0.1%
1030631	32	< 0.1%
313111	31	< 0.1%
459192	31	< 0.1%
1977563	30	< 0.1%
578888	29	< 0.1%
650868	29	< 0.1%
1011132	29	< 0.1%
Other values (32178)	95324	99.7%

Value	Count	Frequency (%)
64	1	< 0.1%
81	1	< 0.1%
86	5	< 0.1%
89	3	< 0.1%
122	7	< 0.1%
123	2	< 0.1%
145	5	< 0.1%
150	13	< 0.1%
160	1	< 0.1%
165	2	< 0.1%

Value	Count	Frequency (%)
4220986	1	< 0.1%
4184282	1	< 0.1%
3834616	1	< 0.1%
3825369	1	< 0.1%
3775324	1	< 0.1%
3770939	1	< 0.1%
3706519	1	< 0.1%
3660462	1	< 0.1%
3616438	1	< 0.1%
3616365	1	< 0.1%

reliable
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9492085

Minimum	0
Maximum	5
Zeros	218
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	747.4 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	5
median	5
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.4102464
Coefficient of variation (CV)	0.082891314
Kurtosis	93.582627
Mean	4.9492085
Median Absolute Deviation (MAD)	0
Skewness	-9.4126976
Sum	473372
Variance	0.16830211
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	93654	97.9%
4	880	0.9%
1	469	0.5%
3	263	0.3%
0	218	0.2%
2	162	0.2%

Value	Count	Frequency (%)
0	218	0.2%
1	469	0.5%
2	162	0.2%
3	263	0.3%
4	880	0.9%
5	93654	97.9%

Value	Count	Frequency (%)
5	93654	97.9%
4	880	0.9%
3	263	0.3%
2	162	0.2%
1	469	0.5%
0	218	0.2%

reply_ts
Date

Missing

Distinct	20831
Distinct (%)	> 99.9%
Missing	74809
Missing (%)	78.2%
Memory size	747.4 KiB

Minimum	2022-01-10 16:37:32
Maximum	2025-01-26 18:34:31
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

requested
Boolean

Distinct	2
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Memory size	93.5 KiB

False	79952
True	15694

Value	Count	Frequency (%)
False	79952	83.6%
True	15694	16.4%

review_ts
Date

Distinct	95474
Distinct (%)	99.8%
Missing	0
Missing (%)	0.0%
Memory size	747.4 KiB

Minimum	2022-01-05 14:54:19
Maximum	2024-07-01 21:42:14
Invalid dates	0
Invalid dates (%)	0.0%

Histogram with fixed size bins (bins=50)

self_sufficient
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9546766

Minimum	0
Maximum	5
Zeros	226
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	93.5 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	5
median	5
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.38341545
Coefficient of variation (CV)	0.077384555
Kurtosis	110.34098
Mean	4.9546766
Median Absolute Deviation (MAD)	0
Skewness	-10.151958
Sum	473895
Variance	0.1470074
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	93758	98.0%
4	937	1.0%
1	340	0.4%
3	247	0.3%
0	226	0.2%
2	138	0.1%

Value	Count	Frequency (%)
0	226	0.2%
1	340	0.4%
2	138	0.1%
3	247	0.3%
4	937	1.0%
5	93758	98.0%

Value	Count	Frequency (%)
5	93758	98.0%
4	937	1.0%
3	247	0.3%
2	138	0.1%
1	340	0.4%
0	226	0.2%

sitter_user_id
Real number (ℝ)

High correlation

Distinct	32188
Distinct (%)	33.7%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	2480899

Minimum	116
Maximum	7669735
Zeros	0
Zeros (%)	0.0%
Negative	0
Negative (%)	0.0%
Memory size	373.7 KiB

Quantile statistics

Minimum	116
5-th percentile	100605
Q1	1175734
median	2759074.5
Q3	3588862.5
95-th percentile	4658456.5
Maximum	7669735
Range	7669619
Interquartile range (IQR)	2413128.5

Descriptive statistics

Standard deviation	1440045.2
Coefficient of variation (CV)	0.58045298
Kurtosis	-1.072023
Mean	2480899
Median Absolute Deviation (MAD)	1074942.5
Skewness	-0.19386968
Sum	2.3728807 × 10¹¹
Variance	2.0737302 × 10¹²
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=50)

Value	Count	Frequency (%)
241891	40	< 0.1%
3081042	37	< 0.1%
782804	34	< 0.1%
1480173	32	< 0.1%
381412	31	< 0.1%
556301	31	< 0.1%
3237104	30	< 0.1%
704361	29	< 0.1%
793731	29	< 0.1%
1439899	29	< 0.1%
Other values (32178)	95324	99.7%

Value	Count	Frequency (%)
116	1	< 0.1%
142	1	< 0.1%
148	5	< 0.1%
153	3	< 0.1%
195	7	< 0.1%
196	2	< 0.1%
225	5	< 0.1%
231	13	< 0.1%
239	1	< 0.1%
246	2	< 0.1%

Value	Count	Frequency (%)
7669735	1	< 0.1%
7597001	1	< 0.1%
6905512	1	< 0.1%
6803051	1	< 0.1%
6794253	1	< 0.1%
6660837	1	< 0.1%
6568260	1	< 0.1%
6484454	1	< 0.1%
6484307	1	< 0.1%
6435647	1	< 0.1%

tidy
Real number (ℝ)

High correlation

Distinct	6
Distinct (%)	< 0.1%
Missing	0
Missing (%)	0.0%
Infinite	0
Infinite (%)	0.0%
Mean	4.9349999

Minimum	0
Maximum	5
Zeros	228
Zeros (%)	0.2%
Negative	0
Negative (%)	0.0%
Memory size	93.5 KiB

Quantile statistics

Minimum	0
5-th percentile	5
Q1	5
median	5
Q3	5
95-th percentile	5
Maximum	5
Range	5
Interquartile range (IQR)	0

Descriptive statistics

Standard deviation	0.42560249
Coefficient of variation (CV)	0.086241641
Kurtosis	78.554516
Mean	4.9349999
Median Absolute Deviation (MAD)	0
Skewness	-8.4203592
Sum	472013
Variance	0.18113748
Monotonicity	Not monotonic

Histogram with fixed size bins (bins=6)

Value	Count	Frequency (%)
5	92387	96.6%
4	2002	2.1%
3	425	0.4%
1	413	0.4%
0	228	0.2%
2	191	0.2%

Value	Count	Frequency (%)
0	228	0.2%
1	413	0.4%
2	191	0.2%
3	425	0.4%
4	2002	2.1%
5	92387	96.6%

Value	Count	Frequency (%)
5	92387	96.6%
4	2002	2.1%
3	425	0.4%
2	191	0.2%
1	413	0.4%
0	228	0.2%

	assignment_id	avg_score	id	listing_id	organised	overall_score	owner_user_id	pet_care	profile_id	reliable	requested	self_sufficient	sitter_user_id	tidy
assignment_id	1.000	-0.001	0.844	0.315	-0.010	0.009	0.294	0.004	0.288	-0.011	0.035	-0.009	0.283	-0.007
avg_score	-0.001	1.000	-0.025	0.018	0.572	0.648	0.018	0.761	-0.021	0.530	0.000	0.515	-0.022	0.670
id	0.844	-0.025	1.000	0.242	-0.032	0.026	0.224	-0.016	0.210	-0.029	0.029	-0.028	0.205	-0.030
listing_id	0.315	0.018	0.242	1.000	-0.011	0.002	0.952	0.022	0.158	-0.012	0.123	-0.014	0.157	-0.001
organised	-0.010	0.572	-0.032	-0.011	1.000	0.637	-0.010	0.406	-0.015	0.701	0.000	0.644	-0.015	0.590
overall_score	0.009	0.648	0.026	0.002	0.637	1.000	0.004	0.559	0.010	0.613	0.000	0.588	0.011	0.530
owner_user_id	0.294	0.018	0.224	0.952	-0.010	0.004	1.000	0.022	0.152	-0.012	0.099	-0.012	0.151	0.000
pet_care	0.004	0.761	-0.016	0.022	0.406	0.559	0.022	1.000	-0.009	0.461	0.000	0.410	-0.010	0.340
profile_id	0.288	-0.021	0.210	0.158	-0.015	0.010	0.152	-0.009	1.000	-0.023	0.011	-0.014	0.987	-0.031
reliable	-0.011	0.530	-0.029	-0.012	0.701	0.613	-0.012	0.461	-0.023	1.000	0.006	0.664	-0.023	0.541
requested	0.035	0.000	0.029	0.123	0.000	0.000	0.099	0.000	0.011	0.006	1.000	0.000	0.013	0.004
self_sufficient	-0.009	0.515	-0.028	-0.014	0.644	0.588	-0.012	0.410	-0.014	0.664	0.000	1.000	-0.014	0.531
sitter_user_id	0.283	-0.022	0.205	0.157	-0.015	0.011	0.151	-0.010	0.987	-0.023	0.013	-0.014	1.000	-0.032
tidy	-0.007	0.670	-0.030	-0.001	0.590	0.530	0.000	0.340	-0.031	0.541	0.004	0.531	-0.032	1.000

A simple visualization of nullity by column.

Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.

The correlation heatmap measures nullity correlation: how strongly the presence or absence of one variable affects the presence of another.

	assignment_id	avg_score	id	listing_id	organised	overall_score	owner_user_id	pet_care	profile_id	reliable	reply_ts	requested	review_ts	self_sufficient	sitter_user_id	tidy
0	498711	5	178794	529291	5	5.0	2632565	5	1876428	5	NaT	True	2022-01-08 01:50:27	5	3016506	5
1	498506	5	178858	482230	5	5.0	929317	5	527393	5	NaT	False	2022-01-08 14:20:53	5	636624	5
2	498792	5	178930	658277	5	5.0	3155010	5	1800212	5	2023-01-20 20:40:01	False	2022-01-08 22:48:07	5	2851139	5
3	500794	5	179578	605877	5	5.0	2972601	5	1443180	5	NaT	False	2022-01-12 19:38:37	5	2221698	5
4	499067	5	179985	525771	5	5.0	2611507	5	531915	5	NaT	False	2022-01-16 20:34:35	5	642036	5
5	499888	5	179987	632170	5	5.0	3066519	5	1886858	5	NaT	False	2022-01-16 20:38:39	5	3040477	5
6	498877	5	180004	555690	5	5.0	1631733	5	956369	5	2022-01-18 17:35:07	False	2022-01-17 00:21:19	5	1332668	5
7	499916	5	180014	461564	5	5.0	2081758	5	1674892	5	2022-01-17 03:22:34	False	2022-01-17 03:06:28	5	2615861	5
8	498418	5	180041	510633	5	5.0	2538400	5	161324	5	NaT	False	2022-01-17 09:34:33	5	193991	5
9	499538	5	180179	539857	5	5.0	1769484	5	997772	5	NaT	False	2022-01-18 06:21:30	5	1411319	5

	assignment_id	avg_score	id	listing_id	organised	overall_score	owner_user_id	pet_care	profile_id	reliable	reply_ts	requested	review_ts	self_sufficient	sitter_user_id	tidy
95636	555572	5	408068	170628	5	5.0	598766	5	543842	5	NaT	False	2023-12-06 19:56:37	5	657897	5
95637	703022	5	411255	924311	5	5.0	4102286	5	1964061	5	2023-12-30 02:20:32	False	2023-12-14 12:33:56	5	3207512	5
95638	707084	5	414434	1180093	5	5.0	5246841	5	2962639	5	NaT	False	2023-12-23 09:04:33	5	5254749	5
95639	704845	5	417445	292111	5	5.0	1034856	5	150548	5	NaT	True	2023-12-30 12:09:11	5	181562	5
95640	699810	5	420831	387744	5	5.0	479976	5	360813	5	NaT	False	2024-01-03 10:47:27	5	440307	5
95641	705871	5	426279	135291	5	5.0	413242	5	2460016	5	NaT	False	2024-01-09 08:51:47	5	3335344	5
95642	703828	5	430861	329679	5	5.0	1245792	5	464164	5	NaT	False	2024-01-17 02:19:29	5	562110	5
95643	645320	5	438161	176942	5	5.0	628030	5	17380	5	NaT	True	2024-02-03 00:35:25	5	25905	5
95644	707490	5	478418	250723	5	5.0	646887	5	3515137	5	2024-04-12 21:53:27	False	2024-04-12 21:48:00	5	6289523	5
95645	705708	5	497297	1176033	5	5.0	4378189	5	34397	5	NaT	False	2024-05-11 00:35:46	5	47562	5

Overview

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample

Overview

Variables

Common Values

Length

Common Values (Plot)

Most occurring characters

Most occurring categories

Most frequent character per category

(unknown)

Most occurring scripts

Most frequent character per script

(unknown)

Most occurring blocks

Most frequent character per block

(unknown)

Interactions

Correlations

Missing values

Sample